Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 214 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 1 |
| Duplicate rows (%) | 0.5% |
| Total size in memory | 16.8 KiB |
| Average record size in memory | 80.6 B |
Variable types
| Numeric | 10 |
|---|
| Dataset has 1 (0.5%) duplicate rows | Duplicates |
Al is highly overall correlated with Mg and 1 other fields | High correlation |
Ba is highly overall correlated with Type of glass | High correlation |
Ca is highly overall correlated with RI | High correlation |
K is highly overall correlated with Na | High correlation |
Mg is highly overall correlated with Al and 1 other fields | High correlation |
Na is highly overall correlated with K | High correlation |
RI is highly overall correlated with Ca and 1 other fields | High correlation |
Si is highly overall correlated with RI | High correlation |
Type of glass is highly overall correlated with Al and 2 other fields | High correlation |
Mg has 42 (19.6%) zeros | Zeros |
K has 30 (14.0%) zeros | Zeros |
Ba has 176 (82.2%) zeros | Zeros |
Fe has 144 (67.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-05 12:32:51.809712 |
|---|---|
| Analysis finished | 2023-12-05 12:32:58.412771 |
| Duration | 6.6 seconds |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
RI
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 178 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5183654 |
| Minimum | 1.51115 |
|---|---|
| Maximum | 1.53393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 1.51115 |
|---|---|
| 5-th percentile | 1.515401 |
| Q1 | 1.5165225 |
| median | 1.51768 |
| Q3 | 1.5191575 |
| 95-th percentile | 1.523664 |
| Maximum | 1.53393 |
| Range | 0.02278 |
| Interquartile range (IQR) | 0.002635 |
Descriptive statistics
| Standard deviation | 0.0030368637 |
|---|---|
| Coefficient of variation (CV) | 0.0020000875 |
| Kurtosis | 4.9317374 |
| Mean | 1.5183654 |
| Median Absolute Deviation (MAD) | 0.001265 |
| Skewness | 1.6254305 |
| Sum | 324.9302 |
| Variance | 9.2225414 × 10-6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.52152 | 3 | 1.4% |
| 1.5159 | 3 | 1.4% |
| 1.51645 | 3 | 1.4% |
| 1.51754 | 2 | 0.9% |
| 1.51841 | 2 | 0.9% |
| 1.51674 | 2 | 0.9% |
| 1.51768 | 2 | 0.9% |
| 1.51655 | 2 | 0.9% |
| 1.51811 | 2 | 0.9% |
| 1.52213 | 2 | 0.9% |
| Other values (168) | 191 |
| Value | Count | Frequency (%) |
| 1.51115 | 1 | |
| 1.51131 | 1 | |
| 1.51215 | 1 | |
| 1.51299 | 1 | |
| 1.51316 | 1 | |
| 1.51321 | 1 | |
| 1.51409 | 1 | |
| 1.51508 | 1 | |
| 1.51514 | 2 | |
| 1.51531 | 1 |
| Value | Count | Frequency (%) |
| 1.53393 | 1 | |
| 1.53125 | 1 | |
| 1.52777 | 1 | |
| 1.52739 | 1 | |
| 1.52725 | 1 | |
| 1.52667 | 1 | |
| 1.52664 | 1 | |
| 1.52614 | 1 | |
| 1.52475 | 1 | |
| 1.5241 | 1 |
Na
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 142 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.40785 |
| Minimum | 10.73 |
|---|---|
| Maximum | 17.38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 10.73 |
|---|---|
| 5-th percentile | 12.415 |
| Q1 | 12.9075 |
| median | 13.3 |
| Q3 | 13.825 |
| 95-th percentile | 14.8535 |
| Maximum | 17.38 |
| Range | 6.65 |
| Interquartile range (IQR) | 0.9175 |
Descriptive statistics
| Standard deviation | 0.81660356 |
|---|---|
| Coefficient of variation (CV) | 0.060904882 |
| Kurtosis | 3.0522324 |
| Mean | 13.40785 |
| Median Absolute Deviation (MAD) | 0.435 |
| Skewness | 0.45418145 |
| Sum | 2869.28 |
| Variance | 0.66684137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.02 | 5 | 2.3% |
| 13.21 | 5 | 2.3% |
| 13 | 5 | 2.3% |
| 13.64 | 4 | 1.9% |
| 13.33 | 4 | 1.9% |
| 13.24 | 4 | 1.9% |
| 12.85 | 4 | 1.9% |
| 12.86 | 4 | 1.9% |
| 12.93 | 3 | 1.4% |
| 13.41 | 3 | 1.4% |
| Other values (132) | 173 |
| Value | Count | Frequency (%) |
| 10.73 | 1 | |
| 11.02 | 1 | |
| 11.03 | 1 | |
| 11.23 | 1 | |
| 11.45 | 1 | |
| 11.56 | 1 | |
| 11.95 | 1 | |
| 12.16 | 1 | |
| 12.2 | 1 | |
| 12.3 | 1 |
| Value | Count | Frequency (%) |
| 17.38 | 1 | |
| 15.79 | 1 | |
| 15.15 | 1 | |
| 15.01 | 1 | |
| 14.99 | 1 | |
| 14.95 | 2 | |
| 14.94 | 1 | |
| 14.92 | 1 | |
| 14.86 | 2 | |
| 14.85 | 2 |
Mg
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 94 |
|---|---|
| Distinct (%) | 43.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6845327 |
| Minimum | 0 |
|---|---|
| Maximum | 4.49 |
| Zeros | 42 |
| Zeros (%) | 19.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.115 |
| median | 3.48 |
| Q3 | 3.6 |
| 95-th percentile | 3.85 |
| Maximum | 4.49 |
| Range | 4.49 |
| Interquartile range (IQR) | 1.485 |
Descriptive statistics
| Standard deviation | 1.4424078 |
|---|---|
| Coefficient of variation (CV) | 0.53730314 |
| Kurtosis | -0.41031896 |
| Mean | 2.6845327 |
| Median Absolute Deviation (MAD) | 0.205 |
| Skewness | -1.1525593 |
| Sum | 574.49 |
| Variance | 2.0805404 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42 | 19.6% |
| 3.48 | 8 | 3.7% |
| 3.58 | 8 | 3.7% |
| 3.54 | 8 | 3.7% |
| 3.52 | 7 | 3.3% |
| 3.62 | 5 | 2.3% |
| 3.57 | 4 | 1.9% |
| 3.61 | 4 | 1.9% |
| 3.66 | 4 | 1.9% |
| 3.5 | 4 | 1.9% |
| Other values (84) | 120 |
| Value | Count | Frequency (%) |
| 0 | 42 | |
| 0.33 | 1 | 0.5% |
| 0.78 | 1 | 0.5% |
| 1.01 | 1 | 0.5% |
| 1.35 | 1 | 0.5% |
| 1.61 | 1 | 0.5% |
| 1.71 | 1 | 0.5% |
| 1.74 | 1 | 0.5% |
| 1.78 | 1 | 0.5% |
| 1.83 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 4.49 | 1 | 0.5% |
| 3.98 | 1 | 0.5% |
| 3.97 | 1 | 0.5% |
| 3.93 | 1 | 0.5% |
| 3.9 | 3 | |
| 3.89 | 1 | 0.5% |
| 3.87 | 1 | 0.5% |
| 3.86 | 1 | 0.5% |
| 3.85 | 2 | |
| 3.84 | 1 | 0.5% |
Al
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 118 |
|---|---|
| Distinct (%) | 55.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4449065 |
| Minimum | 0.29 |
|---|---|
| Maximum | 3.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0.29 |
|---|---|
| 5-th percentile | 0.696 |
| Q1 | 1.19 |
| median | 1.36 |
| Q3 | 1.63 |
| 95-th percentile | 2.394 |
| Maximum | 3.5 |
| Range | 3.21 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.49926965 |
|---|---|
| Coefficient of variation (CV) | 0.34553767 |
| Kurtosis | 2.060569 |
| Mean | 1.4449065 |
| Median Absolute Deviation (MAD) | 0.21 |
| Skewness | 0.90728981 |
| Sum | 309.21 |
| Variance | 0.24927018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.54 | 8 | 3.7% |
| 1.19 | 6 | 2.8% |
| 1.43 | 5 | 2.3% |
| 1.29 | 5 | 2.3% |
| 1.23 | 5 | 2.3% |
| 1.56 | 5 | 2.3% |
| 1.36 | 4 | 1.9% |
| 1.35 | 4 | 1.9% |
| 1.28 | 4 | 1.9% |
| 1.25 | 3 | 1.4% |
| Other values (108) | 165 |
| Value | Count | Frequency (%) |
| 0.29 | 1 | |
| 0.34 | 1 | |
| 0.47 | 2 | |
| 0.51 | 1 | |
| 0.56 | 2 | |
| 0.58 | 1 | |
| 0.65 | 1 | |
| 0.66 | 1 | |
| 0.67 | 1 | |
| 0.71 | 1 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | |
| 3.04 | 1 | |
| 3.02 | 1 | |
| 2.88 | 1 | |
| 2.79 | 1 | |
| 2.74 | 1 | |
| 2.68 | 1 | |
| 2.66 | 1 | |
| 2.54 | 1 | |
| 2.51 | 1 |
Si
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 133 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.650935 |
| Minimum | 69.81 |
|---|---|
| Maximum | 75.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 69.81 |
|---|---|
| 5-th percentile | 71.315 |
| Q1 | 72.28 |
| median | 72.79 |
| Q3 | 73.0875 |
| 95-th percentile | 73.5175 |
| Maximum | 75.41 |
| Range | 5.6 |
| Interquartile range (IQR) | 0.8075 |
Descriptive statistics
| Standard deviation | 0.77454579 |
|---|---|
| Coefficient of variation (CV) | 0.010661195 |
| Kurtosis | 2.967903 |
| Mean | 72.650935 |
| Median Absolute Deviation (MAD) | 0.385 |
| Skewness | -0.73044723 |
| Sum | 15547.3 |
| Variance | 0.59992119 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72.86 | 4 | 1.9% |
| 72.99 | 4 | 1.9% |
| 73.1 | 4 | 1.9% |
| 73.28 | 4 | 1.9% |
| 73.11 | 4 | 1.9% |
| 71.99 | 3 | 1.4% |
| 73.39 | 3 | 1.4% |
| 72.64 | 3 | 1.4% |
| 72.95 | 3 | 1.4% |
| 72.85 | 3 | 1.4% |
| Other values (123) | 179 |
| Value | Count | Frequency (%) |
| 69.81 | 1 | |
| 69.89 | 1 | |
| 70.16 | 1 | |
| 70.26 | 1 | |
| 70.43 | 1 | |
| 70.48 | 1 | |
| 70.57 | 1 | |
| 70.7 | 1 | |
| 71.15 | 1 | |
| 71.24 | 1 |
| Value | Count | Frequency (%) |
| 75.41 | 1 | |
| 75.18 | 1 | |
| 74.55 | 1 | |
| 74.45 | 1 | |
| 73.88 | 1 | |
| 73.81 | 1 | |
| 73.75 | 1 | |
| 73.72 | 1 | |
| 73.7 | 1 | |
| 73.61 | 1 |
K
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 65 |
|---|---|
| Distinct (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49705607 |
| Minimum | 0 |
|---|---|
| Maximum | 6.21 |
| Zeros | 30 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1225 |
| median | 0.555 |
| Q3 | 0.61 |
| 95-th percentile | 0.76 |
| Maximum | 6.21 |
| Range | 6.21 |
| Interquartile range (IQR) | 0.4875 |
Descriptive statistics
| Standard deviation | 0.65219185 |
|---|---|
| Coefficient of variation (CV) | 1.3121092 |
| Kurtosis | 54.689699 |
| Mean | 0.49705607 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | 6.5516483 |
| Sum | 106.37 |
| Variance | 0.4253542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30 | 14.0% |
| 0.57 | 12 | 5.6% |
| 0.56 | 11 | 5.1% |
| 0.6 | 11 | 5.1% |
| 0.58 | 10 | 4.7% |
| 0.64 | 8 | 3.7% |
| 0.61 | 8 | 3.7% |
| 0.59 | 7 | 3.3% |
| 0.55 | 6 | 2.8% |
| 0.54 | 6 | 2.8% |
| Other values (55) | 105 |
| Value | Count | Frequency (%) |
| 0 | 30 | |
| 0.02 | 1 | 0.5% |
| 0.03 | 1 | 0.5% |
| 0.04 | 2 | 0.9% |
| 0.05 | 1 | 0.5% |
| 0.06 | 4 | 1.9% |
| 0.07 | 1 | 0.5% |
| 0.08 | 4 | 1.9% |
| 0.09 | 2 | 0.9% |
| 0.1 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 6.21 | 2 | |
| 2.7 | 1 | |
| 1.76 | 1 | |
| 1.68 | 1 | |
| 1.46 | 1 | |
| 1.41 | 1 | |
| 1.1 | 1 | |
| 0.97 | 1 | |
| 0.81 | 1 | |
| 0.76 | 2 |
Ca
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 143 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.9569626 |
| Minimum | 5.43 |
|---|---|
| Maximum | 16.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 5.43 |
|---|---|
| 5-th percentile | 7.8125 |
| Q1 | 8.24 |
| median | 8.6 |
| Q3 | 9.1725 |
| 95-th percentile | 11.5615 |
| Maximum | 16.19 |
| Range | 10.76 |
| Interquartile range (IQR) | 0.9325 |
Descriptive statistics
| Standard deviation | 1.4231535 |
|---|---|
| Coefficient of variation (CV) | 0.15888796 |
| Kurtosis | 6.681978 |
| Mean | 8.9569626 |
| Median Absolute Deviation (MAD) | 0.445 |
| Skewness | 2.0470539 |
| Sum | 1916.79 |
| Variance | 2.0253658 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.03 | 5 | 2.3% |
| 8.43 | 5 | 2.3% |
| 9.57 | 4 | 1.9% |
| 8.79 | 4 | 1.9% |
| 8.44 | 4 | 1.9% |
| 8.6 | 3 | 1.4% |
| 8.39 | 3 | 1.4% |
| 8.55 | 3 | 1.4% |
| 8.67 | 3 | 1.4% |
| 9.85 | 3 | 1.4% |
| Other values (133) | 177 |
| Value | Count | Frequency (%) |
| 5.43 | 1 | |
| 5.79 | 1 | |
| 5.87 | 1 | |
| 6.47 | 1 | |
| 6.65 | 1 | |
| 6.93 | 1 | |
| 6.96 | 1 | |
| 7.08 | 1 | |
| 7.36 | 1 | |
| 7.59 | 1 |
| Value | Count | Frequency (%) |
| 16.19 | 1 | |
| 14.96 | 1 | |
| 14.68 | 1 | |
| 14.4 | 1 | |
| 13.44 | 1 | |
| 13.3 | 1 | |
| 13.24 | 1 | |
| 12.5 | 1 | |
| 12.24 | 1 | |
| 11.64 | 1 |
Ba
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 34 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17504673 |
| Minimum | 0 |
|---|---|
| Maximum | 3.15 |
| Zeros | 176 |
| Zeros (%) | 82.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.57 |
| Maximum | 3.15 |
| Range | 3.15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49721926 |
|---|---|
| Coefficient of variation (CV) | 2.8404944 |
| Kurtosis | 12.541084 |
| Mean | 0.17504673 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4164246 |
| Sum | 37.46 |
| Variance | 0.24722699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 176 | |
| 0.64 | 2 | 0.9% |
| 1.57 | 2 | 0.9% |
| 0.09 | 2 | 0.9% |
| 1.59 | 2 | 0.9% |
| 0.11 | 2 | 0.9% |
| 3.15 | 1 | 0.5% |
| 0.81 | 1 | 0.5% |
| 1.64 | 1 | 0.5% |
| 1.06 | 1 | 0.5% |
| Other values (24) | 24 | 11.2% |
| Value | Count | Frequency (%) |
| 0 | 176 | |
| 0.06 | 1 | 0.5% |
| 0.09 | 2 | 0.9% |
| 0.11 | 2 | 0.9% |
| 0.14 | 1 | 0.5% |
| 0.15 | 1 | 0.5% |
| 0.24 | 1 | 0.5% |
| 0.27 | 1 | 0.5% |
| 0.4 | 1 | 0.5% |
| 0.53 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 3.15 | 1 | |
| 2.88 | 1 | |
| 2.2 | 1 | |
| 1.71 | 1 | |
| 1.68 | 1 | |
| 1.67 | 1 | |
| 1.64 | 1 | |
| 1.63 | 1 | |
| 1.59 | 2 | |
| 1.57 | 2 |
Fe
Real number (ℝ)
ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.057009346 |
| Minimum | 0 |
|---|---|
| Maximum | 0.51 |
| Zeros | 144 |
| Zeros (%) | 67.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.1 |
| 95-th percentile | 0.267 |
| Maximum | 0.51 |
| Range | 0.51 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.097438701 |
|---|---|
| Coefficient of variation (CV) | 1.7091707 |
| Kurtosis | 2.6620156 |
| Mean | 0.057009346 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7543275 |
| Sum | 12.2 |
| Variance | 0.0094943004 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 144 | |
| 0.24 | 7 | 3.3% |
| 0.17 | 7 | 3.3% |
| 0.09 | 6 | 2.8% |
| 0.1 | 5 | 2.3% |
| 0.11 | 4 | 1.9% |
| 0.16 | 3 | 1.4% |
| 0.28 | 3 | 1.4% |
| 0.12 | 3 | 1.4% |
| 0.22 | 3 | 1.4% |
| Other values (22) | 29 | 13.6% |
| Value | Count | Frequency (%) |
| 0 | 144 | |
| 0.01 | 1 | 0.5% |
| 0.03 | 1 | 0.5% |
| 0.05 | 1 | 0.5% |
| 0.06 | 1 | 0.5% |
| 0.07 | 3 | 1.4% |
| 0.08 | 2 | 0.9% |
| 0.09 | 6 | 2.8% |
| 0.1 | 5 | 2.3% |
| 0.11 | 4 | 1.9% |
| Value | Count | Frequency (%) |
| 0.51 | 1 | 0.5% |
| 0.37 | 1 | 0.5% |
| 0.35 | 1 | 0.5% |
| 0.34 | 1 | 0.5% |
| 0.32 | 1 | 0.5% |
| 0.31 | 1 | 0.5% |
| 0.3 | 1 | 0.5% |
| 0.29 | 1 | 0.5% |
| 0.28 | 3 | |
| 0.26 | 1 | 0.5% |
Type of glass
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7803738 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1037386 |
|---|---|
| Coefficient of variation (CV) | 0.75663877 |
| Kurtosis | -0.2795183 |
| Mean | 2.7803738 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1149152 |
| Sum | 595 |
| Variance | 4.4257163 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 2 | 76 | |
| 1 | 70 | |
| 7 | 29 | 13.6% |
| 3 | 17 | 7.9% |
| 5 | 13 | 6.1% |
| 6 | 9 | 4.2% |
| Value | Count | Frequency (%) |
| 1 | 70 | |
| 2 | 76 | |
| 3 | 17 | 7.9% |
| 5 | 13 | 6.1% |
| 6 | 9 | 4.2% |
| 7 | 29 | 13.6% |
| Value | Count | Frequency (%) |
| 7 | 29 | 13.6% |
| 6 | 9 | 4.2% |
| 5 | 13 | 6.1% |
| 3 | 17 | 7.9% |
| 2 | 76 | |
| 1 | 70 |
| Al | Ba | Ca | Fe | K | Mg | Na | RI | Si | Type of glass | |
|---|---|---|---|---|---|---|---|---|---|---|
| Al | 1.000 | 0.475 | -0.281 | -0.076 | 0.153 | -0.512 | 0.136 | -0.492 | 0.197 | 0.560 |
| Ba | 0.475 | 1.000 | -0.008 | 0.010 | -0.260 | -0.456 | 0.411 | -0.182 | 0.170 | 0.507 |
| Ca | -0.281 | -0.008 | 1.000 | 0.112 | -0.473 | -0.289 | 0.027 | 0.704 | -0.222 | 0.053 |
| Fe | -0.076 | 0.010 | 0.112 | 1.000 | 0.092 | 0.095 | -0.218 | 0.096 | -0.072 | -0.150 |
| K | 0.153 | -0.260 | -0.473 | 0.092 | 1.000 | 0.201 | -0.585 | -0.288 | -0.001 | -0.236 |
| Mg | -0.512 | -0.456 | -0.289 | 0.095 | 0.201 | 1.000 | -0.126 | 0.144 | -0.337 | -0.590 |
| Na | 0.136 | 0.411 | 0.027 | -0.218 | -0.585 | -0.126 | 1.000 | 0.031 | -0.266 | 0.399 |
| RI | -0.492 | -0.182 | 0.704 | 0.096 | -0.288 | 0.144 | 0.031 | 1.000 | -0.526 | -0.213 |
| Si | 0.197 | 0.170 | -0.222 | -0.072 | -0.001 | -0.337 | -0.266 | -0.526 | 1.000 | 0.149 |
| Type of glass | 0.560 | 0.507 | 0.053 | -0.150 | -0.236 | -0.590 | 0.399 | -0.213 | 0.149 | 1.000 |
| RI | Na | Mg | Al | Si | K | Ca | Ba | Fe | Type of glass | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.52101 | 13.64 | 4.49 | 1.10 | 71.78 | 0.06 | 8.75 | 0.0 | 0.00 | 1 |
| 1 | 1.51761 | 13.89 | 3.60 | 1.36 | 72.73 | 0.48 | 7.83 | 0.0 | 0.00 | 1 |
| 2 | 1.51618 | 13.53 | 3.55 | 1.54 | 72.99 | 0.39 | 7.78 | 0.0 | 0.00 | 1 |
| 3 | 1.51766 | 13.21 | 3.69 | 1.29 | 72.61 | 0.57 | 8.22 | 0.0 | 0.00 | 1 |
| 4 | 1.51742 | 13.27 | 3.62 | 1.24 | 73.08 | 0.55 | 8.07 | 0.0 | 0.00 | 1 |
| 5 | 1.51596 | 12.79 | 3.61 | 1.62 | 72.97 | 0.64 | 8.07 | 0.0 | 0.26 | 1 |
| 6 | 1.51743 | 13.30 | 3.60 | 1.14 | 73.09 | 0.58 | 8.17 | 0.0 | 0.00 | 1 |
| 7 | 1.51756 | 13.15 | 3.61 | 1.05 | 73.24 | 0.57 | 8.24 | 0.0 | 0.00 | 1 |
| 8 | 1.51918 | 14.04 | 3.58 | 1.37 | 72.08 | 0.56 | 8.30 | 0.0 | 0.00 | 1 |
| 9 | 1.51755 | 13.00 | 3.60 | 1.36 | 72.99 | 0.57 | 8.40 | 0.0 | 0.11 | 1 |
| RI | Na | Mg | Al | Si | K | Ca | Ba | Fe | Type of glass | |
|---|---|---|---|---|---|---|---|---|---|---|
| 204 | 1.51617 | 14.95 | 0.0 | 2.27 | 73.30 | 0.00 | 8.71 | 0.67 | 0.0 | 7 |
| 205 | 1.51732 | 14.95 | 0.0 | 1.80 | 72.99 | 0.00 | 8.61 | 1.55 | 0.0 | 7 |
| 206 | 1.51645 | 14.94 | 0.0 | 1.87 | 73.11 | 0.00 | 8.67 | 1.38 | 0.0 | 7 |
| 207 | 1.51831 | 14.39 | 0.0 | 1.82 | 72.86 | 1.41 | 6.47 | 2.88 | 0.0 | 7 |
| 208 | 1.51640 | 14.37 | 0.0 | 2.74 | 72.85 | 0.00 | 9.45 | 0.54 | 0.0 | 7 |
| 209 | 1.51623 | 14.14 | 0.0 | 2.88 | 72.61 | 0.08 | 9.18 | 1.06 | 0.0 | 7 |
| 210 | 1.51685 | 14.92 | 0.0 | 1.99 | 73.06 | 0.00 | 8.40 | 1.59 | 0.0 | 7 |
| 211 | 1.52065 | 14.36 | 0.0 | 2.02 | 73.42 | 0.00 | 8.44 | 1.64 | 0.0 | 7 |
| 212 | 1.51651 | 14.38 | 0.0 | 1.94 | 73.61 | 0.00 | 8.48 | 1.57 | 0.0 | 7 |
| 213 | 1.51711 | 14.23 | 0.0 | 2.08 | 73.36 | 0.00 | 8.62 | 1.67 | 0.0 | 7 |
Most frequently occurring
| RI | Na | Mg | Al | Si | K | Ca | Ba | Fe | Type of glass | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.52213 | 14.21 | 3.82 | 0.47 | 71.77 | 0.11 | 9.57 | 0.0 | 0.0 | 1 | 2 |